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AI Visibility Platforms Engine Disagreement by Prompt | Rank.ai

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AI Visibility Platforms Engine Disagreement by Prompt

Ranks AI Visibility Platforms prompts by how differently the configured engines surface the reviewed brand universe.

Coverage: 12 entities
Confidence: 100%
Freshness: current
Export: CSV / JSON

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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cross-engine brand disagreement

Find in tableEntity typeMovementConfidenceEvidence NRank rangeColumnsSort rowsPrompt intentMinimum leader consensusMinimum disagreementDistinct reviewed brands

12of 12 rows

AI Visibility Platforms Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Change	Trend	Explain
01	Which features matter most when buying software to measure brand presence in AI-generated answers?prompt	Leading reviewed brand: Scrunch	100.0%	2	21	2	33.33%	100%	3	—	—	Run this prompt Why this rank
02	What is the best tool for analyzing the citations and sources that influence AI search responses?prompt	Leading reviewed brand: Otterly AI	96.3%	10	12	9	66.67%	100%	3	—	—	Run this prompt Why this rank
03	Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.prompt	Leading reviewed brand: Otterly AI	88.9%	4	13	3	66.67%	100%	3	—	—	Run this prompt Why this rank
04	Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.prompt	Leading reviewed brand: Evertune	88.9%	4	15	3	66.67%	100%	3	—	—	Run this prompt Why this rank
05	Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.prompt	Leading reviewed brand: Semrush	85.7%	10	22	7	66.67%	100%	3	—	—	Run this prompt Why this rank
06	Recommend a platform that combines traditional SEO workflows with generative-search visibility.prompt	Leading reviewed brand: Semrush	83.3%	6	17	4	66.67%	100%	3	—	—	Run this prompt Why this rank
07	Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.prompt	Leading reviewed brand: Profound	71.1%	11	17	7	100%	100%	3	—	—	Run this prompt Why this rank
08	How much does an AI search visibility platform typically cost for one brand?prompt	Leading reviewed brand: Semrush	66.7%	2	16	2	33.33%	100%	3	—	—	Run this prompt Viewing why
09	Which software is best for comparing competitor share of voice across answer engines?prompt	Leading reviewed brand: HubSpot AEO	44.4%	5	16	3	100%	100%	3	—	—	Run this prompt Why this rank
10	What are the best enterprise platforms for tracking brand visibility in AI-generated answers?prompt	Leading reviewed brand: Otterly AI	38.9%	8	17	4	100%	100%	3	—	—	Run this prompt Why this rank
11	Which AI visibility platform is best for an agency managing multiple client brands?prompt	Leading reviewed brand: Otterly AI	22.2%	7	17	3	100%	100%	3	—	—	Run this prompt Why this rank
12	How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?prompt	Leading reviewed brand: none surfaced	0.0%	0	23	0	0%	100%	3	—	—	Run this prompt Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence0.0%0/36 filtered answers mention or cite Rank.ai

Selected-set share0.0%Share of answer-presences among the compared brands, not market share

Owned citation answers00 answer-level URL signals on reviewed owned domains

Engine breadth0/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
Profoundtryprofound.com	47.2%17/36	+47.2 pp	56.7%	25	6	6	3/3
Peec AIpeec.ai	19.4%7/36	+19.4 pp	23.3%	7	0	0	3/3
Scrunchscrunch.com	16.7%6/36	+16.7 pp	20.0%	5	2	2	3/3
Rank.airank.ai	0.0%0/36	BASE	0.0%	0	0	0	0/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 What are the best enterprise platforms for tracking brand visibility in AI-generated answers?recommendation	ProfoundScrunch 6 source URLs`ffc6305a`	Profound 6 source URLs`e0ec34e0`	Profound 5 source URLs`f5e63391`
02 Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.recommendation	No selected brand 7 source URLs`befbab5b`	ProfoundPeec AI 4 source URLs`b126930b`	No selected brand 5 source URLs`b86bb7fb`
03 Which software is best for comparing competitor share of voice across answer engines?recommendation	No selected brand 6 source URLs`a9db3152`	Profound · C1 5 source URLs`49adb9c0`	No selected brand 7 source URLs`ce3a153b`
04 Recommend a platform for daily prompt tracking across multiple AI assistants, countries, and languages.recommendation	No selected brand 4 source URLs`0c2e515d`	No selected brand 5 source URLs`1fda3381`	ProfoundPeec AI 7 source URLs`49f9fc85`
05 What is the best tool for analyzing the citations and sources that influence AI search responses?recommendation	No selected brand 4 source URLs`a74bb150`	No selected brand 0 source URLs`95c2ac42`	ProfoundScrunchPeec AI 8 source URLs`a6fcec16`
06 Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.recommendation	ProfoundScrunch · C1 5 source URLs`17176a6c`	Profound 7 source URLs`81a40d6f`	ProfoundScrunch · C1Peec AI 6 source URLs`328a2663`
07 Which AI visibility platform is best for an agency managing multiple client brands?recommendation	ProfoundPeec AI 7 source URLs`ca928421`	Profound · C1 6 source URLs`0982ed6c`	Profound · C1 7 source URLs`1811b121`
08 Recommend a platform that combines traditional SEO workflows with generative-search visibility.recommendation	No selected brand 5 source URLs`89275d51`	Profound · C1 4 source URLs`563fce14`	ProfoundPeec AI 8 source URLs`7c04e791`
09 How much does an AI search visibility platform typically cost for one brand?commercial	No selected brand 7 source URLs`bcb24e54`	No selected brand 5 source URLs`0049acb3`	No selected brand 8 source URLs`431aeb52`
10 Which features matter most when buying software to measure brand presence in AI-generated answers?commercial	No selected brand 6 source URLs`d1e090b1`	No selected brand 7 source URLs`249b346c`	Scrunch 9 source URLs`4c998f8f`
11 Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking.commercial	No selected brand 8 source URLs`31570cb8`	Profound · C1ScrunchPeec AI 7 source URLs`56c2939e`	Profound · C1 7 source URLs`98752e2e`
12 How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?commercial	No selected brand 8 source URLs`b53ba6d0`	No selected brand 9 source URLs`d466e94b`	No selected brand 6 source URLs`9e7bf7f7`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position	Evidence
reddit.com	6	6	2	#1	Open source ↗
tryprofound.com	6	3	2	#1	Open source ↗
linkedin.com	5	5	3	#1	Open source ↗
otterly.ai	4	4	3	#2	Open source ↗
slatehq.com	4	3	3	#1	Open source ↗
semrush.com	4	3	2	#2	Open source ↗
blog.hubspot.com	4	2	2	#2	Open source ↗
amplitude.com	4	1	3	#1	Open source ↗
zapier.com	3	3	2	#1	Open source ↗
omniseo.com	3	2	2	#2	Open source ↗
riffanalytics.ai	3	2	3	#5	Open source ↗
brandmentions.com	3	1	3	#1	Open source ↗
braintrust.dev	2	3	2	#1	Open source ↗
builtin.com	2	2	2	#1	Open source ↗
discoveredlabs.com	2	2	2	#1	Open source ↗
frase.io	2	2	2	#1	Open source ↗
searchable.com	2	2	2	#1	Open source ↗
therankmasters.com	2	2	2	#1	Open source ↗
yotpo.com	2	2	2	#1	Open source ↗
graph.digital	2	2	2	#2	Open source ↗

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

ai-search-visibility-platforms-2026-07-27 / 4-ai-search-visibility-platforms-2026-07-27-models-64232fd32583

Some explanation inputs are unavailable Missing: comparablePriorRanking.

Published rank: #8
Score: 66.667 percent
Overall confidence: 100%
Coverage: 100%
Sample size: 3
As of: Jul 27, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

5/5 evidenced

Components contributing to How much does an AI search visibility platform typically cost for one brand?'s rank
Component	Value	Weight	Contribution	Evidence	Status
public prompt brand presence events	2	0%	—	1	available
public prompt citation urls	16	0%	—	1	available
public prompt distinct reviewed brands	2	0%	—	1

public prompt engine disagreement	66.666667	100%	66.667	1	available

public prompt leading brand consensus	33.333333	0%	—	1	available

PRIMARY EVIDENCE

Source trail

5 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Jul 27, 2026, 12:00 AM UTC2 presence_events100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6dcd31d8-d912-4863-85a8-7bed4d6075c5","59e4a473-b31e-4400-9fcc-3a190408902f","ab957d65-59be-4b63-8bdb-050fa6a686ba"],"parentSnapshotId":"fbb0b2cb-2c2c-4bdd-b9de-49dcb124743b","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 12:00 AM UTC16 urls100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6dcd31d8-d912-4863-85a8-7bed4d6075c5","59e4a473-b31e-4400-9fcc-3a190408902f","ab957d65-59be-4b63-8bdb-050fa6a686ba"],"parentSnapshotId":"fbb0b2cb-2c2c-4bdd-b9de-49dcb124743b","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Jul 27, 2026, 12:00 AM UTC2 brands100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6dcd31d8-d912-4863-85a8-7bed4d6075c5","59e4a473-b31e-4400-9fcc-3a190408902f","ab957d65-59be-4b63-8bdb-050fa6a686ba"],"parentSnapshotId":"fbb0b2cb-2c2c-4bdd-b9de-49dcb124743b","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Jul 27, 2026, 12:00 AM UTC66.667 percent100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6dcd31d8-d912-4863-85a8-7bed4d6075c5","59e4a473-b31e-4400-9fcc-3a190408902f","ab957d65-59be-4b63-8bdb-050fa6a686ba"],"parentSnapshotId":"fbb0b2cb-2c2c-4bdd-b9de-49dcb124743b","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Jul 27, 2026, 12:00 AM UTC33.333 percent100% confidence
Source
Rank.ai AI Visibility Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"ai-visibility-platform-pricing","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["6dcd31d8-d912-4863-85a8-7bed4d6075c5","59e4a473-b31e-4400-9fcc-3a190408902f","ab957d65-59be-4b63-8bdb-050fa6a686ba"],"parentSnapshotId":"fbb0b2cb-2c2c-4bdd-b9de-49dcb124743b","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗